Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "128"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 128 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 72 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 70 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 128, Node N10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459888 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.936588 -0.551046 1.931734 0.681843 -0.498180 -0.178288 0.421479 0.120817 0.7014 0.7187 0.3777 nan nan
2459887 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.813569 -0.441038 2.182053 0.520889 -0.419557 0.480220 -0.266552 -0.041038 0.6835 0.7006 0.3899 nan nan
2459886 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.123838 -0.396195 1.885757 0.471679 1.763327 0.591412 2.272288 0.784997 0.7651 0.7622 0.3193 nan nan
2459885 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.886661 -0.139910 8.598554 2.345330 0.738961 1.746964 2.763717 0.540125 0.7388 0.7401 0.3381 nan nan
2459884 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.038988 -0.576939 1.548959 0.629199 0.393901 -0.157376 -0.493870 -0.522947 0.6778 0.6871 0.3972 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.389679 0.350782 7.733098 1.628420 -0.097433 1.786317 -0.364469 -0.180209 0.6880 0.7003 0.3829 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.718252 0.209607 8.126354 3.697368 -0.147372 1.193113 -0.208327 -0.275227 0.6939 0.7028 0.3713 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.718761 0.201948 10.044855 3.314760 1.209136 0.278202 0.067708 -0.198832 0.7289 0.7464 0.3227 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.712344 0.146821 7.906866 2.421409 0.362639 1.682904 -0.052252 -0.195780 0.6871 0.7011 0.3873 nan nan
2459879 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.713182 -0.224756 1.317714 0.799726 -0.004027 0.152870 -0.073432 -0.323672 0.6726 0.6885 0.4082 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.150769 0.296547 8.313950 2.524239 0.127943 2.133841 2.519793 0.905103 0.6793 0.6971 0.3922 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.271185 -0.245023 5.918602 2.114450 0.064794 0.946873 0.379153 0.469074 0.6974 0.6893 0.3925 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.856577 2.762624 7.426895 2.901567 -0.081724 2.077165 -0.516871 -0.122578 0.7138 0.7178 0.3924 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.951672 1.327956 3.335389 1.127143 0.292694 0.191092 0.155278 -0.212822 0.6961 0.6851 0.3828 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.763728 8.683849 4.685339 2.792539 -0.563074 1.862042 -0.644234 -0.233739 0.7038 0.6788 0.3802 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.098811 8.320593 5.671047 3.054517 -0.120874 2.619515 -0.343899 -0.676776 0.7020 0.6736 0.3888 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.827347 6.613537 6.714298 2.427511 -0.297174 2.077601 -0.347490 -0.572594 0.7038 0.6663 0.3919 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.127152 11.945372 4.909025 1.397052 0.105168 3.661796 1.069466 0.645458 0.7085 0.6815 0.3876 nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.461667 8.948507 5.165129 0.663342 -0.078170 2.278574 -0.216657 -0.755945 0.7230 0.7063 0.3725 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.038612 11.395659 7.809225 3.547169 0.176399 2.699547 0.007347 -0.404079 0.6970 0.6738 0.3979 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.800005 8.559694 5.547582 2.733898 -0.323463 2.445320 -0.073000 -0.471744 0.7090 0.6775 0.3999 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.749652 9.465198 5.610566 2.756364 -0.130826 2.460565 -0.168283 -0.548119 0.7101 0.6794 0.3937 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.125575 12.261137 1.603172 0.529971 -0.334980 2.705105 -0.407826 -0.345259 0.7362 0.7003 0.3589 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.031913 13.414470 -0.921455 -0.793606 -0.393353 1.741661 0.049918 0.211203 0.7104 0.6744 0.4064 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.812650 7.713131 -0.099229 -0.053092 0.185363 0.048730 -0.267342 -0.412089 0.7044 0.6650 0.4014 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.783531 6.294983 -1.514381 -1.102185 -0.059653 1.478958 -0.467679 -0.553869 0.6906 0.6971 0.4197 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.702388 3.697821 -0.022234 0.061608 0.555889 -0.562629 -0.226077 -0.511228 0.7153 0.6775 0.4180 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.930297 3.896155 -1.033636 -0.437316 -0.307797 1.209938 -0.215726 -0.718402 0.7277 0.6862 0.4053 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.650513 3.485021 0.046189 -0.168483 0.870905 -1.268310 -0.278934 -0.388903 0.7289 0.6876 0.4051 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.647063 3.719527 -0.000856 -0.205097 1.312169 -0.929230 -0.328060 -0.485992 0.7415 0.6954 0.4113 1.639508 1.570908
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.650404 0.870812 0.195564 -0.291430 -1.238020 2.777059 -0.550028 -0.320423 0.0248 0.0249 0.0004 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.765837 6.446757 -0.877317 0.164136 -0.354560 1.835275 -0.457550 -0.542553 0.7336 0.7104 0.3959 2.978098 2.822701
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.652440 7.326727 0.246197 2.114526 -0.367545 2.165835 -0.299333 -0.785649 0.7116 0.7238 0.4367 2.783640 2.589906
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.856417 7.469398 0.391396 0.825643 -0.349936 1.408706 -0.119173 -0.622097 0.7290 0.7448 0.4316 2.884016 2.680916
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.234238 5.017066 0.489391 1.251652 -0.047595 1.597028 -0.049157 -0.383072 0.7488 0.6981 0.4210 3.426667 3.355952
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.54% -0.604448 2.175376 -0.135936 0.133451 -0.069201 1.530861 -0.922025 -0.502256 0.8424 0.8444 0.2299 3.219672 3.230882
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 0.00% -1.276981 3.549983 0.419953 1.205351 0.032805 0.064042 -0.070820 -0.670872 0.7648 0.7451 0.3355 1.560681 1.480982
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.345295 4.530076 0.413448 1.118601 -0.015458 1.545640 -0.141937 -0.685363 0.7545 0.7676 0.3449 3.057644 3.132693
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.626142 5.288157 1.551859 4.694125 -0.032695 1.900931 0.222559 -0.719382 0.7521 0.7612 0.3510 3.779542 3.496353
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.262008 5.066744 -0.610714 2.683244 0.668659 1.883323 -0.146917 -0.349098 0.7352 0.7617 0.3706 3.460692 3.218575
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.265027 4.594297 -0.878831 2.030754 -0.234649 0.166597 -0.557695 -0.626904 0.7344 0.6942 0.4280 3.585725 3.259001
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.271773 6.675045 0.113606 5.419665 -0.228331 2.633829 -0.233328 -0.926419 0.7604 0.7550 0.3545 6.313538 6.395690
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.912364 3.398109 -0.191246 1.144540 -0.320985 2.262651 -0.708642 -1.206729 0.0244 0.0246 0.0005 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% -0.867030 6.955169 -0.328242 1.334085 -0.286887 1.041420 -0.258577 -0.312819 0.7589 0.7499 0.3808 4.925799 5.025558
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.647383 1.717986 0.490011 -0.728761 0.480092 0.045988 -0.008303 0.096026 0.7741 0.7098 0.2477 2.174088 1.842875
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.951964 4.501729 0.060560 0.145461 -1.148896 5.885939 0.871352 0.381836 0.0245 0.0248 0.0006 nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.292921 1.063117 0.201471 -0.376208 -1.000739 -0.883248 -0.235253 -0.056071 0.0231 0.0232 0.0007 nan nan
2459839 digital_ok 0.00% - - - - - -0.403978 0.010519 -0.068623 -0.753361 2.174414 3.145084 -0.477099 -0.422009 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0445 0.0504 0.0032 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.353991 0.103012 -1.025258 -0.345496 -0.148533 0.706188 -0.484917 -0.735396 0.0444 0.0481 0.0039 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.435296 -0.464674 0.630562 -0.193233 -0.184150 0.533108 -0.024382 -0.177940 0.0408 0.0390 0.0018 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.852873 4.637942 -0.846238 0.095282 0.196134 2.705335 0.442398 -0.589073 0.7488 0.4731 0.5525 3.172267 3.248855
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.222781 0.335618 -0.322098 -0.698548 0.168012 0.406892 -0.353630 -0.292771 0.0533 0.0358 0.0022 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.881230 3.747308 -0.555410 0.886666 0.572837 0.741096 0.135773 -1.101259 0.7453 0.4687 0.5447 2.035321 1.631600
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.855415 8.909812 0.185143 1.762505 0.092037 3.240444 1.542590 -0.310421 0.6812 0.5898 0.4156 9.326170 13.706101
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.234239 3.323639 0.181865 1.248138 -0.060445 1.357354 0.925747 -0.435647 0.7403 0.4860 0.5206 2.231852 1.756546
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.428078 6.219833 -0.069471 2.508083 -0.123736 1.727286 -0.363877 -0.445807 0.6951 0.6063 0.4080 8.938381 11.329961
2459826 digital_ok 0.00% 16.13% 16.13% 0.00% 15.79% 0.00% -1.352573 2.522602 -0.409308 1.822125 0.354994 1.435053 0.061478 -0.946639 0.6632 0.4552 0.4461 1.340337 0.848195
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.520362 2.373424 -0.294978 0.258992 0.288565 0.879871 0.095312 0.154132 0.0880 0.0677 0.0148 0.000000 0.000000
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.638501 6.959856 -0.275246 0.950295 1.136044 1.811327 2.446311 2.480912 0.0891 0.0811 0.0179 0.000000 0.000000
2459823 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.134370 1.112929 -0.631083 1.052794 1.554595 -0.506494 0.669227 -1.170823 0.0843 0.0718 0.0187 0.000000 0.000000
2459822 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.030554 2.233248 -0.155249 1.617265 0.749095 1.538213 0.671154 0.016499 0.0835 0.0723 0.0143 0.000000 0.000000
2459821 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.441362 1.499013 -0.009171 1.701312 0.522471 1.226257 0.156355 0.305404 0.0751 0.0766 0.0131 1.096221 1.105689
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.387281 5.864497 0.001110 2.382894 0.479166 5.275149 0.434908 -0.307859 0.0814 0.0737 0.0147 0.000000 0.000000
2459817 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.141344 1.739004 -0.005525 1.334682 0.715618 1.556954 0.213970 -0.002778 0.0758 0.0770 0.0117 21.716889 17.107527
2459816 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.155387 2.296611 -0.458293 0.788060 0.367074 1.301152 0.452611 2.126169 0.0809 0.0664 0.0100 1.367847 1.362872
2459815 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.014746 1.445049 -0.455150 0.706598 0.137481 0.357866 -0.516537 -0.749442 0.0835 0.0704 0.0104 1.454787 1.459798
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -1.415748 6.037339 -0.188813 1.962362 1.736442 6.643998 1.480650 0.219209 0.1261 0.0970 0.0236 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 128: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 1.931734 -0.551046 -0.936588 0.681843 1.931734 -0.178288 -0.498180 0.120817 0.421479

Antenna 128: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 2.182053 -0.441038 -0.813569 0.520889 2.182053 0.480220 -0.419557 -0.041038 -0.266552

Antenna 128: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Temporal Discontinuties 2.272288 -1.123838 -0.396195 1.885757 0.471679 1.763327 0.591412 2.272288 0.784997

Antenna 128: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 8.598554 -0.139910 -0.886661 2.345330 8.598554 1.746964 0.738961 0.540125 2.763717

Antenna 128: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 1.548959 -0.576939 -1.038988 0.629199 1.548959 -0.157376 0.393901 -0.522947 -0.493870

Antenna 128: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 7.733098 0.350782 -0.389679 1.628420 7.733098 1.786317 -0.097433 -0.180209 -0.364469

Antenna 128: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 8.126354 0.209607 -0.718252 3.697368 8.126354 1.193113 -0.147372 -0.275227 -0.208327

Antenna 128: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 10.044855 0.201948 -0.718761 3.314760 10.044855 0.278202 1.209136 -0.198832 0.067708

Antenna 128: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 7.906866 0.146821 -0.712344 2.421409 7.906866 1.682904 0.362639 -0.195780 -0.052252

Antenna 128: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 1.317714 -0.224756 -0.713182 0.799726 1.317714 0.152870 -0.004027 -0.323672 -0.073432

Antenna 128: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 8.313950 0.296547 -0.150769 2.524239 8.313950 2.133841 0.127943 0.905103 2.519793

Antenna 128: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 5.918602 -0.271185 -0.245023 5.918602 2.114450 0.064794 0.946873 0.379153 0.469074

Antenna 128: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 7.426895 -0.856577 2.762624 7.426895 2.901567 -0.081724 2.077165 -0.516871 -0.122578

Antenna 128: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 3.335389 -0.951672 1.327956 3.335389 1.127143 0.292694 0.191092 0.155278 -0.212822

Antenna 128: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 8.683849 -0.763728 8.683849 4.685339 2.792539 -0.563074 1.862042 -0.644234 -0.233739

Antenna 128: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 8.320593 8.320593 -1.098811 3.054517 5.671047 2.619515 -0.120874 -0.676776 -0.343899

Antenna 128: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 6.714298 6.613537 -0.827347 2.427511 6.714298 2.077601 -0.297174 -0.572594 -0.347490

Antenna 128: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 11.945372 -1.127152 11.945372 4.909025 1.397052 0.105168 3.661796 1.069466 0.645458

Antenna 128: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 8.948507 -1.461667 8.948507 5.165129 0.663342 -0.078170 2.278574 -0.216657 -0.755945

Antenna 128: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 11.395659 -1.038612 11.395659 7.809225 3.547169 0.176399 2.699547 0.007347 -0.404079

Antenna 128: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 8.559694 -0.800005 8.559694 5.547582 2.733898 -0.323463 2.445320 -0.073000 -0.471744

Antenna 128: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 9.465198 9.465198 -0.749652 2.756364 5.610566 2.460565 -0.130826 -0.548119 -0.168283

Antenna 128: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 12.261137 -0.125575 12.261137 1.603172 0.529971 -0.334980 2.705105 -0.407826 -0.345259

Antenna 128: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 13.414470 13.414470 -1.031913 -0.793606 -0.921455 1.741661 -0.393353 0.211203 0.049918

Antenna 128: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 7.713131 -0.812650 7.713131 -0.099229 -0.053092 0.185363 0.048730 -0.267342 -0.412089

Antenna 128: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 6.294983 -0.783531 6.294983 -1.514381 -1.102185 -0.059653 1.478958 -0.467679 -0.553869

Antenna 128: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 3.697821 3.697821 -0.702388 0.061608 -0.022234 -0.562629 0.555889 -0.511228 -0.226077

Antenna 128: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 3.896155 -0.930297 3.896155 -1.033636 -0.437316 -0.307797 1.209938 -0.215726 -0.718402

Antenna 128: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 3.485021 -0.650513 3.485021 0.046189 -0.168483 0.870905 -1.268310 -0.278934 -0.388903

Antenna 128: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 3.719527 3.719527 -0.647063 -0.205097 -0.000856 -0.929230 1.312169 -0.485992 -0.328060

Antenna 128: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Variability 2.777059 0.870812 -0.650404 -0.291430 0.195564 2.777059 -1.238020 -0.320423 -0.550028

Antenna 128: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 6.446757 -0.765837 6.446757 -0.877317 0.164136 -0.354560 1.835275 -0.457550 -0.542553

Antenna 128: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 7.326727 7.326727 -1.652440 2.114526 0.246197 2.165835 -0.367545 -0.785649 -0.299333

Antenna 128: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 7.469398 7.469398 -1.856417 0.825643 0.391396 1.408706 -0.349936 -0.622097 -0.119173

Antenna 128: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 5.017066 5.017066 -1.234238 1.251652 0.489391 1.597028 -0.047595 -0.383072 -0.049157

Antenna 128: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 2.175376 -0.604448 2.175376 -0.135936 0.133451 -0.069201 1.530861 -0.922025 -0.502256

Antenna 128: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 3.549983 -1.276981 3.549983 0.419953 1.205351 0.032805 0.064042 -0.070820 -0.670872

Antenna 128: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 4.530076 -1.345295 4.530076 0.413448 1.118601 -0.015458 1.545640 -0.141937 -0.685363

Antenna 128: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 5.288157 -1.626142 5.288157 1.551859 4.694125 -0.032695 1.900931 0.222559 -0.719382

Antenna 128: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 5.066744 5.066744 -1.262008 2.683244 -0.610714 1.883323 0.668659 -0.349098 -0.146917

Antenna 128: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 4.594297 4.594297 -1.265027 2.030754 -0.878831 0.166597 -0.234649 -0.626904 -0.557695

Antenna 128: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 6.675045 6.675045 -1.271773 5.419665 0.113606 2.633829 -0.228331 -0.926419 -0.233328

Antenna 128: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 3.398109 -0.912364 3.398109 -0.191246 1.144540 -0.320985 2.262651 -0.708642 -1.206729

Antenna 128: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 6.955169 6.955169 -0.867030 1.334085 -0.328242 1.041420 -0.286887 -0.312819 -0.258577

Antenna 128: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 1.717986 -0.647383 1.717986 0.490011 -0.728761 0.480092 0.045988 -0.008303 0.096026

Antenna 128: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Variability 5.885939 -0.951964 4.501729 0.060560 0.145461 -1.148896 5.885939 0.871352 0.381836

Antenna 128: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 1.063117 -0.292921 1.063117 0.201471 -0.376208 -1.000739 -0.883248 -0.235253 -0.056071

Antenna 128: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Variability 3.145084 0.010519 -0.403978 -0.753361 -0.068623 3.145084 2.174414 -0.422009 -0.477099

Antenna 128: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 128: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Variability 0.706188 0.103012 -0.353991 -0.345496 -1.025258 0.706188 -0.148533 -0.735396 -0.484917

Antenna 128: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Power 0.630562 -0.464674 -0.435296 -0.193233 0.630562 0.533108 -0.184150 -0.177940 -0.024382

Antenna 128: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 4.637942 -1.852873 4.637942 -0.846238 0.095282 0.196134 2.705335 0.442398 -0.589073

Antenna 128: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Variability 0.406892 -0.222781 0.335618 -0.322098 -0.698548 0.168012 0.406892 -0.353630 -0.292771

Antenna 128: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 3.747308 -1.881230 3.747308 -0.555410 0.886666 0.572837 0.741096 0.135773 -1.101259

Antenna 128: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 8.909812 8.909812 -1.855415 1.762505 0.185143 3.240444 0.092037 -0.310421 1.542590

Antenna 128: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 3.323639 3.323639 -1.234239 1.248138 0.181865 1.357354 -0.060445 -0.435647 0.925747

Antenna 128: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 6.219833 -1.428078 6.219833 -0.069471 2.508083 -0.123736 1.727286 -0.363877 -0.445807

Antenna 128: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 2.522602 2.522602 -1.352573 1.822125 -0.409308 1.435053 0.354994 -0.946639 0.061478

Antenna 128: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 2.373424 2.373424 -1.520362 0.258992 -0.294978 0.879871 0.288565 0.154132 0.095312

Antenna 128: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 6.959856 -1.638501 6.959856 -0.275246 0.950295 1.136044 1.811327 2.446311 2.480912

Antenna 128: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok ee Temporal Variability 1.554595 1.112929 -1.134370 1.052794 -0.631083 -0.506494 1.554595 -1.170823 0.669227

Antenna 128: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 2.233248 -1.030554 2.233248 -0.155249 1.617265 0.749095 1.538213 0.671154 0.016499

Antenna 128: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Power 1.701312 1.499013 -1.441362 1.701312 -0.009171 1.226257 0.522471 0.305404 0.156355

Antenna 128: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 5.864497 -1.387281 5.864497 0.001110 2.382894 0.479166 5.275149 0.434908 -0.307859

Antenna 128: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 1.739004 -1.141344 1.739004 -0.005525 1.334682 0.715618 1.556954 0.213970 -0.002778

Antenna 128: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 2.296611 2.296611 -1.155387 0.788060 -0.458293 1.301152 0.367074 2.126169 0.452611

Antenna 128: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 1.445049 1.445049 -1.014746 0.706598 -0.455150 0.357866 0.137481 -0.749442 -0.516537

Antenna 128: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 128: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Variability 6.643998 6.037339 -1.415748 1.962362 -0.188813 6.643998 1.736442 0.219209 1.480650
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